Visual Reconstruction on NSD (Natural Scenes Dataset) (All Trials)
0.968Inception Feature SimilarityOur Method
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Our Method# Models=12024.04 | 0.968 | 0.265 | 0.357 | 93.1 | 97.1 | 97.5 | 0.633 | 0.321 | |
| DREAM# Models=42024.04 | 0.948 | 0.288 | 0.338 | 95 | 97.5 | 95.2 | 0.638 | 0.413 | |
| Our Method w/o LLM# Models=12024.04 | 0.942 | 0.263 | 0.369 | 92 | 97.1 | 96.1 | 0.68 | 0.328 | |
| MindEye# Models=42024.04 | 0.938 | 0.309 | 0.323 | 94.7 | 97.8 | 94.1 | 0.645 | 0.367 | |
| Our Method w/o VAE feature# Models=12024.04 | 0.936 | 0.093 | 0.263 | 84.5 | 90.6 | 95.7 | 0.684 | 0.398 | |
| UMBRAE# Models=12024.04 | 0.934 | 0.283 | 0.328 | 93.9 | 96.7 | 94.1 | 0.7 | 0.393 | |
| MindBridge# Models=12024.04 | 0.924 | 0.151 | 0.263 | 87.7 | 95.5 | 94.7 | 0.712 | 0.418 | |
| Our Method w/o C_Subj# Models=42024.04 | 0.921 | 0.241 | 0.356 | 88.1 | 95.7 | 95.1 | 0.631 | 0.347 | |
| Our Method w/o C_Subj & ViT3D# Models=42024.04 | 0.893 | 0.164 | 0.273 | 86.7 | 91.4 | 91.8 | 0.731 | 0.417 | |
| Brain-Diffuser# Models=42024.04 | 0.872 | 0.254 | 0.356 | 94.2 | 96.2 | 91.5 | 0.775 | 0.423 | |
| Mind-Reader# Models=12024.04 | 0.782 | — | — | — | — | — | — | — | |
| Takagi et al# Models=42024.04 | 0.76 | — | — | 83 | 83 | 77 | — | — | |
| Gu et al# Models=42024.04 | — | 0.15 | 0.325 | — | — | — | 0.862 | 0.465 |